Variational quantum algorithm for the Poisson equation

Hai-Ling Liu, Yu-Sen Wu, Lin-Chun Wan, Shi-Jie Pan, Su-Juan Qin, Fei Gao, and Qiao-Yan Wen
Phys. Rev. A 104, 022418 – Published 18 August 2021

Abstract

The Poisson equation has wide applications in many areas of science and engineering. Although there are some quantum algorithms that can efficiently solve the Poisson equation, they generally require a fault-tolerant quantum computer, which is beyond the current technology. We propose a variational quantum algorithm (VQA) to solve the Poisson equation, which can be executed on noisy intermediate-scale quantum devices. In detail, we first adopt the finite-difference method to transform the Poisson equation into a linear system. Then, according to the special structure of the linear system, we find an explicit tensor product decomposition, with only (2log2n+1) items, of its coefficient matrix under a specific set of simple operators, where n is the dimension of the coefficient matrix. This implies that the proposed VQA needs fewer quantum measurements, which dramatically reduces the required quantum resources. Additionally, we design observables to efficiently evaluate the expectation values of the simple operators on a quantum computer. Numerical experiments demonstrate that our algorithm can solve the Poisson equation.

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  • Received 4 March 2021
  • Accepted 3 August 2021

DOI:https://doi.org/10.1103/PhysRevA.104.022418

©2021 American Physical Society

Physics Subject Headings (PhySH)

Quantum Information, Science & Technology

Authors & Affiliations

Hai-Ling Liu1,2, Yu-Sen Wu1, Lin-Chun Wan1, Shi-Jie Pan1, Su-Juan Qin1,*, Fei Gao1,3,†, and Qiao-Yan Wen1,‡

  • 1State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China
  • 2State Key Laboratory of Cryptology, P.O. Box 5159, Beijing 100878, China
  • 3Center for Quantum Computing, Peng Cheng Laboratory, Shenzhen 518055, China

  • *qsujuan@bupt.edu.cn
  • gaof@bupt.edu.cn
  • wqy@bupt.edu.cn

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Issue

Vol. 104, Iss. 2 — August 2021

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